| Paper | Code | Detection AUROC | Segmentation AUROC | ModelName | ReleaseDate |
|---|---|---|---|---|---|
| Anomaly as Non-Conformity via Training-Free Graph Laplacian Energy Minimization | 97.9 | 97.7 | ANoCo (1-shot) | 2026-05-27 | |
| Defect Cue-Preserved Structural Feature Refinement for Few-Shot Anomaly Detection | 97.3 | 96.9 | DCP-SFR | 2026-06-03 | |
| SubspaceAD: Training-Free Few-Shot Anomaly Detection via Subspace Modeling | 97.1 | 97.5 | SubspaceAD (DINOv2-G, 672) | 2026-04-05 | |
| AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 | ✓ Link | 96.6 | 96.8 | AnomalyDINO-S (672) | 2024-05-23 |
| PromptAD: Learning Prompts with only Normal Samples for Few-Shot Anomaly Detection | ✓ Link | 94.6 | 95.9 | PromptAD | 2024-04-08 |
| FastRef: Fast Prototype Refinement for Few-shot Industrial Anomaly Detection | 93.8 | 95.7 | WinCLIP+ | 2025-06-26 |